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Exact calculation of loop formation probability identifies folding motifs in RNA secondary structures

机译:回路形成概率的精确计算可识别RNA二级结构中的折叠基序

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摘要

RNA secondary structure prediction is widely used to analyze RNA sequences. In an RNA partition function calculation, free energy nearest neighbor parameters are used in a dynamic programming algorithm to estimate statistical properties of the secondary structure ensemble. Previously, partition functions have largely been used to estimate the probability that a given pair of nucleotides form a base pair, the conditional stacking probability, the accessibility to binding of a continuous stretch of nucleotides, or a representative sample of RNA structures. Here it is demonstrated that an RNA partition function can also be used to calculate the exact probability of formation of hairpin loops, internal loops, bulge loops, or multibranch loops at a given position. This calculation can also be used to estimate the probability of formation of specific helices. Benchmarking on a set of RNA sequences with known secondary structures indicated that loops that were calculated to be more probable were more likely to be present in the known structure than less probable loops. Furthermore, highly probable loops are more likely to be in the known structure than the set of loops predicted in the lowest free energy structures.
机译:RNA二级结构预测已广泛用于分析RNA序列。在RNA分区函数计算中,自由能最近邻参数在动态编程算法中用于估计二级结构集合的统计特性。以前,分配功能已被广泛用于估计给定核苷酸对形成碱基对的概率,条件堆积概率,连续核苷酸结合的可及性或RNA结构的代表性样品。在此证明,RNA分配函数也可用于计算在给定位置形成发夹环,内部环,凸出环或多分支环的确切概率。该计算还可以用于估计形成特定螺旋的可能性。在具有已知二级结构的一组RNA序列上进行的基准测试表明,与已知的结构相比,被计算为更有可能形成的环更可能出现在已知结构中。此外,与在最低自由能结构中预测的一组回路相比,高度可能的回路更有可能处于已知结构中。

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